Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "7"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 7 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 50 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 48 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 7, Node N02:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459865 digital_ok 100.00% 0.00% 0.00% 0.00% - - 0.143061 -1.321779 11.356302 7.417229 1.147497 0.635850 2.440373 9.701686 0.7178 0.7000 0.3581 nan nan
2459864 digital_ok 100.00% 0.00% 0.00% 0.00% - - -1.032276 -2.405635 1.151339 -0.145204 -0.093387 0.090465 1.780768 30.546739 0.6935 0.6696 0.4117 nan nan
2459863 digital_ok 100.00% 0.00% 0.00% 0.00% - - -1.183118 -1.319351 0.582823 0.372986 -0.771191 0.283019 1.266770 14.690695 0.6879 0.6613 0.4015 nan nan
2459862 digital_ok 100.00% 0.00% 0.00% 0.00% - - -1.509441 -1.366690 0.625832 -0.414436 -0.502014 -0.110402 0.176112 8.121194 0.6764 0.6882 0.4162 nan nan
2459861 digital_ok 100.00% 0.00% 0.00% 0.00% - - -1.099446 -0.751942 0.604471 0.578197 -0.614074 0.427473 0.716083 15.755682 0.7063 0.6757 0.4121 nan nan
2459860 digital_ok 100.00% 0.00% 0.00% 0.00% - - -1.279936 -1.224811 0.605373 -0.367049 0.605781 0.687023 0.810766 12.936915 0.7124 0.6716 0.4132 nan nan
2459859 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.907150 -0.930763 0.530214 0.547893 -0.376320 0.542284 0.428850 7.382327 0.7159 0.6749 0.4081 nan nan
2459858 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.854889 -0.576090 0.609411 0.480509 -0.465538 1.129557 0.809290 14.535296 0.7270 0.6820 0.4233 2.736710 2.592722
2459857 digital_ok 100.00% 100.00% 100.00% 0.00% - - -0.489275 -0.872867 0.311337 0.135996 0.430370 0.979096 0.848622 4.565037 0.0868 0.0828 0.0133 nan nan
2459856 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.305652 -1.487090 0.349102 -0.502249 -0.325822 0.113022 0.588087 6.276518 0.7193 0.6942 0.4085 2.881931 2.720441
2459855 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.617118 -1.863536 0.214979 -0.753442 -0.749963 0.185076 0.048331 7.140344 0.6959 0.7037 0.4496 3.005392 2.891065
2459854 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.604087 -1.386179 -0.243034 -0.901806 -0.895605 0.049504 0.276321 10.873425 0.7207 0.7410 0.4423 2.697843 2.544004
2459853 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.485003 -1.162996 -0.193636 -0.975480 -0.591569 0.089701 1.512155 15.191707 0.7420 0.6854 0.4306 2.922575 2.856343
2459852 digital_ok 0.00% 0.00% 0.00% 0.00% 8.65% 7.57% -0.458441 -1.288225 -0.226543 -0.906065 0.221433 0.475255 1.949705 2.017203 0.8233 0.8270 0.2508 2.782838 2.879193
2459851 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459850 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.058043 -1.442580 -0.370594 -0.921027 -0.500640 0.845478 0.380851 17.339803 0.7384 0.7472 0.3581 3.086562 2.982905
2459849 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.018378 -1.337139 -0.187669 -0.525338 0.348663 0.166604 0.638095 16.299940 0.7362 0.7400 0.3643 3.861710 3.510532
2459848 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.871105 -1.164794 -0.800371 0.429635 -0.177500 1.462356 0.868358 12.176497 0.7177 0.7405 0.3805 2.999462 2.900424
2459847 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.791541 -1.176165 -0.774806 0.551802 -0.179128 0.090923 0.283549 11.383624 0.7215 0.6768 0.4342 3.058823 2.859703
2459846 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.986230 -0.982748 -0.538319 0.603679 -0.523192 0.160979 0.365094 6.664838 0.8355 0.6757 0.4985 3.058121 3.099226
2459845 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.340604 -1.141851 -0.687183 0.440322 0.333198 0.312294 1.478844 9.213283 0.7389 0.7471 0.3735 5.469141 5.367610
2459844 digital_ok 0.00% 100.00% 100.00% 0.00% - - -0.655124 1.825787 -0.984828 0.915915 0.675981 1.183987 0.341985 3.370621 0.1025 0.1067 0.0209 nan nan
2459843 digital_ok 100.00% 0.66% 0.66% 0.00% 100.00% 0.00% -0.117275 -1.306462 -1.149996 -0.892427 0.071676 0.011803 0.481651 14.646545 0.7438 0.7423 0.3938 4.262610 4.020635
2459839 digital_ok 100.00% - - - - - 14.494798 18.639942 96.842018 101.666527 nan nan -29.231224 -30.920487 nan nan nan nan nan
2459838 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -1.565202 -1.495971 -0.039868 -0.460567 -0.667253 0.868917 0.380765 7.601533 0.0511 0.0537 0.0093 1.305727 1.291662
2459836 digital_ok - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0938 0.0644 0.0140 nan nan
2459835 digital_ok 100.00% 100.00% 100.00% 0.00% - - -0.023014 -0.472209 -0.621317 -0.931943 5.405208 6.810993 30.328178 35.403296 0.0943 0.0649 0.0138 nan nan
2459833 digital_ok 100.00% 100.00% 100.00% 0.00% - - 0.788325 0.813348 -0.880162 -0.810022 13.818419 15.439660 30.757427 36.563631 0.0865 0.0645 0.0080 nan nan
2459832 digital_ok 100.00% 0.00% 16.13% 0.00% 100.00% 0.00% -0.942873 -1.117721 -0.201153 -0.651515 -0.456023 -0.899052 0.795148 8.134188 0.7478 0.4356 0.5761 2.836360 2.699891
2459831 digital_ok 0.00% 100.00% 100.00% 0.00% - - -0.027462 1.768013 -0.669881 -0.007159 0.220334 -0.791950 0.732274 0.449882 0.0372 0.0403 0.0012 nan nan
2459830 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.732917 -1.321009 -0.013168 -0.450714 1.769550 1.522177 1.656352 14.052473 0.0542 0.0637 0.0127 1.283808 1.276457
2459829 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -1.704266 -1.890707 -0.164774 -0.491524 0.143087 0.228500 3.283286 29.713488 0.0616 0.0638 0.0091 19.151250 12.037044
2459828 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.534263 -0.946048 0.003253 -0.483329 0.004711 0.762367 4.706579 42.021504 0.0593 0.0704 0.0144 1.312584 1.304109
2459827 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -1.113635 -1.147840 0.875096 0.822608 -0.005495 4.066729 1.265590 7.194386 0.0692 0.0643 0.0098 1.257870 1.256182
2459826 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459825 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.597462 -0.579572 -0.186226 -0.613913 10.623472 9.786142 2.386569 4.956627 0.0694 0.0664 0.0124 1.112535 1.116409
2459824 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -1.217356 -0.833285 0.036548 -0.475561 8.440015 8.343996 10.873896 29.845771 0.0508 0.0562 0.0055 24.677699 19.834121
2459823 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -1.219268 -1.044600 0.950737 0.787282 0.007621 0.347846 -0.308359 6.011210 0.0511 0.0669 0.0093 1.249366 1.248400
2459822 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% -1.284207 -1.412943 0.688733 0.107489 -0.268921 0.358208 -0.677828 0.682278 0.0762 0.0750 0.0151 1.225029 1.217156
2459821 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.956706 -1.013652 0.400197 0.208611 2.519120 3.271757 1.171723 2.045664 0.0794 0.0755 0.0164 1.231435 1.227849
2459820 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.513237 -1.273292 0.303532 -0.104124 -0.041079 1.073969 -0.039383 11.119925 0.7597 0.6595 0.4392 4.114971 4.888156
2459817 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% -1.323986 -1.493712 0.204885 -0.168341 0.298157 0.258093 1.351403 2.696234 0.8000 0.6429 0.5238 1.880775 1.747764
2459816 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.102272 -1.019148 -0.118711 -0.332840 -0.487832 0.464190 0.518610 18.403619 0.8390 0.5827 0.6075 3.427020 3.444825
2459815 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.849538 -1.133814 -0.057536 -0.077464 -0.997266 0.578301 1.387095 11.788509 0.7877 0.6446 0.5305 3.648068 3.332572
2459814 digital_ok 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459813 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 7: 2459865

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
7 N02 digital_ok ee Power 11.356302 0.143061 -1.321779 11.356302 7.417229 1.147497 0.635850 2.440373 9.701686

Antenna 7: 2459864

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
7 N02 digital_ok nn Temporal Discontinuties 30.546739 -2.405635 -1.032276 -0.145204 1.151339 0.090465 -0.093387 30.546739 1.780768

Antenna 7: 2459863

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
7 N02 digital_ok nn Temporal Discontinuties 14.690695 -1.183118 -1.319351 0.582823 0.372986 -0.771191 0.283019 1.266770 14.690695

Antenna 7: 2459862

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
7 N02 digital_ok nn Temporal Discontinuties 8.121194 -1.509441 -1.366690 0.625832 -0.414436 -0.502014 -0.110402 0.176112 8.121194

Antenna 7: 2459861

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
7 N02 digital_ok nn Temporal Discontinuties 15.755682 -0.751942 -1.099446 0.578197 0.604471 0.427473 -0.614074 15.755682 0.716083

Antenna 7: 2459860

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
7 N02 digital_ok nn Temporal Discontinuties 12.936915 -1.279936 -1.224811 0.605373 -0.367049 0.605781 0.687023 0.810766 12.936915

Antenna 7: 2459859

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
7 N02 digital_ok nn Temporal Discontinuties 7.382327 -0.907150 -0.930763 0.530214 0.547893 -0.376320 0.542284 0.428850 7.382327

Antenna 7: 2459858

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
7 N02 digital_ok nn Temporal Discontinuties 14.535296 -0.576090 -0.854889 0.480509 0.609411 1.129557 -0.465538 14.535296 0.809290

Antenna 7: 2459857

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
7 N02 digital_ok nn Temporal Discontinuties 4.565037 -0.872867 -0.489275 0.135996 0.311337 0.979096 0.430370 4.565037 0.848622

Antenna 7: 2459856

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
7 N02 digital_ok nn Temporal Discontinuties 6.276518 -1.305652 -1.487090 0.349102 -0.502249 -0.325822 0.113022 0.588087 6.276518

Antenna 7: 2459855

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
7 N02 digital_ok nn Temporal Discontinuties 7.140344 -1.863536 -1.617118 -0.753442 0.214979 0.185076 -0.749963 7.140344 0.048331

Antenna 7: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
7 N02 digital_ok nn Temporal Discontinuties 10.873425 -1.386179 -1.604087 -0.901806 -0.243034 0.049504 -0.895605 10.873425 0.276321

Antenna 7: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
7 N02 digital_ok nn Temporal Discontinuties 15.191707 -1.162996 -1.485003 -0.975480 -0.193636 0.089701 -0.591569 15.191707 1.512155

Antenna 7: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
7 N02 digital_ok nn Temporal Discontinuties 2.017203 -0.458441 -1.288225 -0.226543 -0.906065 0.221433 0.475255 1.949705 2.017203

Antenna 7: 2459851

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
7 N02 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 7: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
7 N02 digital_ok nn Temporal Discontinuties 17.339803 -1.058043 -1.442580 -0.370594 -0.921027 -0.500640 0.845478 0.380851 17.339803

Antenna 7: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
7 N02 digital_ok nn Temporal Discontinuties 16.299940 -1.018378 -1.337139 -0.187669 -0.525338 0.348663 0.166604 0.638095 16.299940

Antenna 7: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
7 N02 digital_ok nn Temporal Discontinuties 12.176497 -1.164794 -0.871105 0.429635 -0.800371 1.462356 -0.177500 12.176497 0.868358

Antenna 7: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
7 N02 digital_ok nn Temporal Discontinuties 11.383624 -1.176165 -0.791541 0.551802 -0.774806 0.090923 -0.179128 11.383624 0.283549

Antenna 7: 2459846

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
7 N02 digital_ok nn Temporal Discontinuties 6.664838 -0.986230 -0.982748 -0.538319 0.603679 -0.523192 0.160979 0.365094 6.664838

Antenna 7: 2459845

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
7 N02 digital_ok nn Temporal Discontinuties 9.213283 -1.141851 -0.340604 0.440322 -0.687183 0.312294 0.333198 9.213283 1.478844

Antenna 7: 2459844

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
7 N02 digital_ok nn Temporal Discontinuties 3.370621 -0.655124 1.825787 -0.984828 0.915915 0.675981 1.183987 0.341985 3.370621

Antenna 7: 2459843

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
7 N02 digital_ok nn Temporal Discontinuties 14.646545 -1.306462 -0.117275 -0.892427 -1.149996 0.011803 0.071676 14.646545 0.481651

Antenna 7: 2459839

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
7 N02 digital_ok nn Power 101.666527 18.639942 14.494798 101.666527 96.842018 nan nan -30.920487 -29.231224

Antenna 7: 2459838

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
7 N02 digital_ok nn Temporal Discontinuties 7.601533 -1.495971 -1.565202 -0.460567 -0.039868 0.868917 -0.667253 7.601533 0.380765

Antenna 7: 2459835

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
7 N02 digital_ok nn Temporal Discontinuties 35.403296 -0.472209 -0.023014 -0.931943 -0.621317 6.810993 5.405208 35.403296 30.328178

Antenna 7: 2459833

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
7 N02 digital_ok nn Temporal Discontinuties 36.563631 0.813348 0.788325 -0.810022 -0.880162 15.439660 13.818419 36.563631 30.757427

Antenna 7: 2459832

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
7 N02 digital_ok nn Temporal Discontinuties 8.134188 -0.942873 -1.117721 -0.201153 -0.651515 -0.456023 -0.899052 0.795148 8.134188

Antenna 7: 2459831

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
7 N02 digital_ok nn Shape 1.768013 -0.027462 1.768013 -0.669881 -0.007159 0.220334 -0.791950 0.732274 0.449882

Antenna 7: 2459830

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
7 N02 digital_ok nn Temporal Discontinuties 14.052473 -0.732917 -1.321009 -0.013168 -0.450714 1.769550 1.522177 1.656352 14.052473

Antenna 7: 2459829

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
7 N02 digital_ok nn Temporal Discontinuties 29.713488 -1.890707 -1.704266 -0.491524 -0.164774 0.228500 0.143087 29.713488 3.283286

Antenna 7: 2459828

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
7 N02 digital_ok nn Temporal Discontinuties 42.021504 -0.946048 -0.534263 -0.483329 0.003253 0.762367 0.004711 42.021504 4.706579

Antenna 7: 2459827

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
7 N02 digital_ok nn Temporal Discontinuties 7.194386 -1.113635 -1.147840 0.875096 0.822608 -0.005495 4.066729 1.265590 7.194386

Antenna 7: 2459826

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
7 N02 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 7: 2459825

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
7 N02 digital_ok ee Temporal Variability 10.623472 -0.579572 -0.597462 -0.613913 -0.186226 9.786142 10.623472 4.956627 2.386569

Antenna 7: 2459824

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
7 N02 digital_ok nn Temporal Discontinuties 29.845771 -1.217356 -0.833285 0.036548 -0.475561 8.440015 8.343996 10.873896 29.845771

Antenna 7: 2459823

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
7 N02 digital_ok nn Temporal Discontinuties 6.011210 -1.044600 -1.219268 0.787282 0.950737 0.347846 0.007621 6.011210 -0.308359

Antenna 7: 2459822

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
7 N02 digital_ok ee Power 0.688733 -1.284207 -1.412943 0.688733 0.107489 -0.268921 0.358208 -0.677828 0.682278

Antenna 7: 2459821

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
7 N02 digital_ok nn Temporal Variability 3.271757 -1.013652 -0.956706 0.208611 0.400197 3.271757 2.519120 2.045664 1.171723

Antenna 7: 2459820

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
7 N02 digital_ok nn Temporal Discontinuties 11.119925 -1.513237 -1.273292 0.303532 -0.104124 -0.041079 1.073969 -0.039383 11.119925

Antenna 7: 2459817

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
7 N02 digital_ok nn Temporal Discontinuties 2.696234 -1.323986 -1.493712 0.204885 -0.168341 0.298157 0.258093 1.351403 2.696234

Antenna 7: 2459816

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
7 N02 digital_ok nn Temporal Discontinuties 18.403619 -1.019148 -1.102272 -0.332840 -0.118711 0.464190 -0.487832 18.403619 0.518610

Antenna 7: 2459815

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
7 N02 digital_ok nn Temporal Discontinuties 11.788509 -1.133814 -0.849538 -0.077464 -0.057536 0.578301 -0.997266 11.788509 1.387095

Antenna 7: 2459814

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
7 N02 digital_ok nn Shape nan nan nan nan nan nan nan nan nan

Antenna 7: 2459813

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
7 N02 digital_ok nn Shape nan nan nan inf inf nan nan nan nan
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